Distributed (Deep) Machine Learning Community

Repositories

• xgboost

  Scalable, Portable and Distributed Gradient Boosting (GBDT, GBRT or GBM) Library, for Python, R, Java, Scala, C++ and more. Runs on single machine, Hadoop, Spark, Dask, Flink and DataFlow

  distributed-systems machine-learning xgboost gbdt gbm gbrt
  C++ Apache-2.0 7,809 20,126 216 (6 issues need help) 37 Updated Nov 14, 2020

• dgl

  Python package built to ease deep learning on graph, on top of existing DL frameworks.

  deep-learning graph-neural-networks
  Python Apache-2.0 1,171 6,019 163 (7 issues need help) 35 Updated Nov 14, 2020

• gluon-nlp

  NLP made easy

  nlp machine-learning natural-language-processing deep-learning mxnet numpy nlu
  Python Apache-2.0 499 2,170 210 (28 issues need help) 27 Updated Nov 14, 2020

• gluon-cv

  Gluon CV Toolkit

  machine-learning computer-vision deep-learning neural-network mxnet gan image-classification
  Python Apache-2.0 1,004 4,316 335 (1 issue needs help) 21 Updated Nov 14, 2020

• decord

  An efficient video loader for deep learning with smart shuffling that's super easy to digest

  video-loader
  C++ Apache-2.0 28 428 28 0 Updated Nov 13, 2020

• web-data

  The repo to host all the web data including images for documents in dmlc projects.
  Jupyter Notebook Apache-2.0 133 61 2 1 Updated Nov 11, 2020

• treelite

  model compiler for decision tree ensembles
  C++ Apache-2.0 63 428 13 0 Updated Nov 10, 2020

• rabit

  Reliable Allreduce and Broadcast Interface for distributed machine learning
  C++ BSD-3-Clause 178 460 0 0 Updated Nov 5, 2020

• ps-lite

  A lightweight parameter server interface
  C++ Apache-2.0 459 1,182 56 17 Updated Nov 3, 2020

• dmlc-core

  A common bricks library for building scalable and portable distributed machine learning.

  dmlc
  C++ Apache-2.0 488 758 26 4 Updated Oct 11, 2020

• dlpack

  RFC for common in-memory tensor structure and operator interface for deep learning system

  deep-learning operator tensor
  C Apache-2.0 63 342 10 0 Updated Oct 11, 2020

• mxnet.js

  MXNetJS: Javascript Package for Deep Learning in Browser (without server)
  JavaScript Apache-2.0 65 431 7 1 Updated Oct 11, 2020

• HalideIR

  Symbolic Expression and Statement Module for new DSLs
  C++ 49 167 2 0 Updated Oct 6, 2020

• XGBoost.jl

  XGBoost Julia Package
  Julia 94 173 9 1 Updated Jul 6, 2020

• gluon-nlp-notebooks
  0 0 0 0 Updated Jun 29, 2020

• tensorboard Archived

  Standalone TensorBoard for visualizing in deep learning

  visualization mxnet tensorboard
  Python Apache-2.0 58 362 16 5 Updated Mar 24, 2020

• ccache

  Forked from ccache/ccache

  ccache – a fast compiler cache
  C++ 288 0 0 0 Updated Mar 16, 2020

• xgboost-bench
  Python 0 3 3 0 Updated Dec 19, 2019

• dmlc.github.io
  HTML 38 28 1 1 Updated Oct 16, 2019

• numpy-ml

  Forked from ddbourgin/numpy-ml

  Machine learning, in numpy
  Python GPL-3.0 2,561 1 0 0 Updated Sep 11, 2019

• mshadow Archived

  Matrix Shadow:Lightweight CPU/GPU Matrix and Tensor Template Library in C++/CUDA for (Deep) Machine Learning
  C++ 436 1,045 37 0 Updated Aug 4, 2019

• MXNet.jl

  MXNet Julia Package - flexible and efficient deep learning in Julia
  63 367 40 (1 issue needs help) 5 Updated Jul 19, 2019

• minerva Archived

  Minerva: a fast and flexible tool for deep learning on multi-GPU. It provides ndarray programming interface, just like Numpy. Python bindings and C++ bindings are both available. The resulting code can be run on CPU or GPU. Multi-GPU support is very easy.
  C++ 172 674 9 2 Updated Nov 1, 2018

• nnvm Archived

  deep-learning deployment metal optimization opencl cuda computation-graph
  C++ Apache-2.0 289 1,634 1 0 Updated Sep 11, 2018

• keras

  Forked from keras-team/keras

  Deep Learning library for Python. Convnets, recurrent neural networks, and more. Runs on MXNet, Theano or TensorFlow.
  Python 18,684 127 19 4 Updated Sep 6, 2018

• minpy Archived

  NumPy interface with mixed backend execution
  Python 114 1,120 26 2 Updated Feb 19, 2018

• mxnet-notebooks

  Notebooks for MXNet
  Jupyter Notebook Apache-2.0 335 628 25 13 Updated Jan 28, 2018

• nccl

  Forked from NVIDIA/nccl

  Optimized primitives for collective multi-GPU communication
  Cuda 368 2 0 0 Updated Sep 17, 2017

• drat

  Drat Repository for DMLC R packages
  Apache-2.0 6 4 0 0 Updated Sep 14, 2017

• mxnet-memonger

  Sublinear memory optimization for deep learning, reduce GPU memory cost to train deeper nets
  Python Apache-2.0 56 295 7 1 Updated Aug 8, 2017